Overview
Brought to you by YData
Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 32588 |
| Missing cells | 44028 |
| Missing cells (%) | 5.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 40.8 MiB |
| Average record size in memory | 1.3 KiB |
Variable types
| Numeric | 6 |
|---|---|
| Text | 9 |
| DateTime | 2 |
| Categorical | 4 |
| URL | 2 |
highest_market_value_in_eur is highly overall correlated with market_value_in_eur | High correlation |
last_season is highly overall correlated with market_value_in_eur and 1 other fields | High correlation |
market_value_in_eur is highly overall correlated with highest_market_value_in_eur and 1 other fields | High correlation |
player_id is highly overall correlated with last_season | High correlation |
position is highly overall correlated with sub_position | High correlation |
sub_position is highly overall correlated with position | High correlation |
first_name has 2062 (6.3%) missing values | Missing |
country_of_birth has 2809 (8.6%) missing values | Missing |
city_of_birth has 2465 (7.6%) missing values | Missing |
country_of_citizenship has 383 (1.2%) missing values | Missing |
foot has 2540 (7.8%) missing values | Missing |
height_in_cm has 2263 (6.9%) missing values | Missing |
contract_expiration_date has 12098 (37.1%) missing values | Missing |
agent_name has 16052 (49.3%) missing values | Missing |
market_value_in_eur has 1564 (4.8%) missing values | Missing |
highest_market_value_in_eur has 1564 (4.8%) missing values | Missing |
player_id has unique values | Unique |
url has unique values | Unique |
Reproduction
| Analysis started | 2025-03-12 19:12:36.842620 |
|---|---|
| Analysis finished | 2025-03-12 19:12:42.554519 |
| Duration | 5.71 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
player_id
Real number (ℝ)
High correlation  Unique 
| Distinct | 32588 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 347978.22 |
| Minimum | 10 |
|---|---|
| Maximum | 1380876 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 254.7 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 19354.7 |
| Q1 | 107936.5 |
| median | 283615 |
| Q3 | 529667 |
| 95-th percentile | 924831.85 |
| Maximum | 1380876 |
| Range | 1380866 |
| Interquartile range (IQR) | 421730.5 |
Descriptive statistics
| Standard deviation | 284104.04 |
|---|---|
| Coefficient of variation (CV) | 0.81644203 |
| Kurtosis | 0.072423893 |
| Mean | 347978.22 |
| Median Absolute Deviation (MAD) | 197606 |
| Skewness | 0.88322325 |
| Sum | 1.1339914 × 1010 |
| Variance | 8.0715108 × 1010 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 420921 | 1 | < 0.1% |
| 421726 | 1 | < 0.1% |
| 421710 | 1 | < 0.1% |
| 421637 | 1 | < 0.1% |
| 421636 | 1 | < 0.1% |
| 421424 | 1 | < 0.1% |
| 421319 | 1 | < 0.1% |
| 421284 | 1 | < 0.1% |
| 421224 | 1 | < 0.1% |
| Other values (32578) | 32578 |
| Value | Count | Frequency (%) |
| 10 | 1 | |
| 26 | 1 | |
| 65 | 1 | |
| 77 | 1 | |
| 80 | 1 | |
| 109 | 1 | |
| 123 | 1 | |
| 132 | 1 | |
| 162 | 1 | |
| 215 | 1 |
| Value | Count | Frequency (%) |
| 1380876 | 1 | |
| 1380311 | 1 | |
| 1378362 | 1 | |
| 1375876 | 1 | |
| 1369057 | 1 | |
| 1367128 | 1 | |
| 1365020 | 1 | |
| 1364960 | 1 | |
| 1358448 | 1 | |
| 1358447 | 1 |
first_name
Text
Missing 
| Distinct | 7024 |
|---|---|
| Distinct (%) | 23.0% |
| Missing | 2062 |
| Missing (%) | 6.3% |
| Memory size | 2.0 MiB |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 5.9755618 |
| Min length | 2 |
Unique
| Unique | 4445 ? |
|---|---|
| Unique (%) | 14.6% |
Sample
| 1st row | Miroslav |
|---|---|
| 2nd row | Roman |
| 3rd row | Dimitar |
| 4th row | Tom |
| 5th row | Christoph |
| Value | Count | Frequency (%) |
| david | 219 | 0.7% |
| ivan | 149 | 0.5% |
| daniel | 134 | 0.4% |
| marco | 133 | 0.4% |
| georgios | 126 | 0.4% |
| aleksandr | 123 | 0.4% |
| lucas | 122 | 0.4% |
| luca | 117 | 0.4% |
| thomas | 115 | 0.4% |
| michael | 114 | 0.4% |
| Other values (6765) | 29715 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 20379 | 11.2% |
| i | 15063 | 8.3% |
| n | 13668 | 7.5% |
| e | 13659 | 7.5% |
| o | 12554 | 6.9% |
| r | 11912 | 6.5% |
| l | 8680 | 4.8% |
| s | 8383 | 4.6% |
| t | 5826 | 3.2% |
| m | 5017 | 2.8% |
| Other values (95) | 67269 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 182410 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 20379 | 11.2% |
| i | 15063 | 8.3% |
| n | 13668 | 7.5% |
| e | 13659 | 7.5% |
| o | 12554 | 6.9% |
| r | 11912 | 6.5% |
| l | 8680 | 4.8% |
| s | 8383 | 4.6% |
| t | 5826 | 3.2% |
| m | 5017 | 2.8% |
| Other values (95) | 67269 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 182410 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 20379 | 11.2% |
| i | 15063 | 8.3% |
| n | 13668 | 7.5% |
| e | 13659 | 7.5% |
| o | 12554 | 6.9% |
| r | 11912 | 6.5% |
| l | 8680 | 4.8% |
| s | 8383 | 4.6% |
| t | 5826 | 3.2% |
| m | 5017 | 2.8% |
| Other values (95) | 67269 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 182410 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 20379 | 11.2% |
| i | 15063 | 8.3% |
| n | 13668 | 7.5% |
| e | 13659 | 7.5% |
| o | 12554 | 6.9% |
| r | 11912 | 6.5% |
| l | 8680 | 4.8% |
| s | 8383 | 4.6% |
| t | 5826 | 3.2% |
| m | 5017 | 2.8% |
| Other values (95) | 67269 |
last_name
Text
| Distinct | 23789 |
|---|---|
| Distinct (%) | 73.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
Length
| Max length | 22 |
|---|---|
| Median length | 19 |
| Mean length | 7.1138149 |
| Min length | 2 |
Unique
| Unique | 20183 ? |
|---|---|
| Unique (%) | 61.9% |
Sample
| 1st row | Klose |
|---|---|
| 2nd row | Weidenfeller |
| 3rd row | Berbatov |
| 4th row | Lúcio |
| 5th row | Starke |
| Value | Count | Frequency (%) |
| van | 253 | 0.7% |
| de | 218 | 0.6% |
| silva | 99 | 0.3% |
| el | 82 | 0.2% |
| garcía | 71 | 0.2% |
| santos | 59 | 0.2% |
| lópez | 58 | 0.2% |
| rodríguez | 57 | 0.2% |
| der | 57 | 0.2% |
| gonzález | 52 | 0.2% |
| Other values (23294) | 33462 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 24201 | 10.4% |
| e | 19255 | 8.3% |
| o | 17274 | 7.5% |
| i | 16947 | 7.3% |
| n | 14938 | 6.4% |
| r | 14619 | 6.3% |
| l | 10946 | 4.7% |
| s | 10878 | 4.7% |
| u | 7642 | 3.3% |
| t | 7476 | 3.2% |
| Other values (105) | 87649 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 231825 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 24201 | 10.4% |
| e | 19255 | 8.3% |
| o | 17274 | 7.5% |
| i | 16947 | 7.3% |
| n | 14938 | 6.4% |
| r | 14619 | 6.3% |
| l | 10946 | 4.7% |
| s | 10878 | 4.7% |
| u | 7642 | 3.3% |
| t | 7476 | 3.2% |
| Other values (105) | 87649 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 231825 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 24201 | 10.4% |
| e | 19255 | 8.3% |
| o | 17274 | 7.5% |
| i | 16947 | 7.3% |
| n | 14938 | 6.4% |
| r | 14619 | 6.3% |
| l | 10946 | 4.7% |
| s | 10878 | 4.7% |
| u | 7642 | 3.3% |
| t | 7476 | 3.2% |
| Other values (105) | 87649 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 231825 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 24201 | 10.4% |
| e | 19255 | 8.3% |
| o | 17274 | 7.5% |
| i | 16947 | 7.3% |
| n | 14938 | 6.4% |
| r | 14619 | 6.3% |
| l | 10946 | 4.7% |
| s | 10878 | 4.7% |
| u | 7642 | 3.3% |
| t | 7476 | 3.2% |
| Other values (105) | 87649 |
name
Text
| Distinct | 31880 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 MiB |
Length
| Max length | 32 |
|---|---|
| Median length | 29 |
| Mean length | 13.647999 |
| Min length | 2 |
Unique
| Unique | 31356 ? |
|---|---|
| Unique (%) | 96.2% |
Sample
| 1st row | Miroslav Klose |
|---|---|
| 2nd row | Roman Weidenfeller |
| 3rd row | Dimitar Berbatov |
| 4th row | Lúcio |
| 5th row | Tom Starke |
| Value | Count | Frequency (%) |
| van | 254 | 0.4% |
| david | 229 | 0.3% |
| de | 218 | 0.3% |
| lucas | 157 | 0.2% |
| ivan | 154 | 0.2% |
| daniel | 139 | 0.2% |
| marco | 137 | 0.2% |
| thomas | 135 | 0.2% |
| georgios | 126 | 0.2% |
| aleksandr | 123 | 0.2% |
| Other values (28923) | 63863 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 44580 | 10.0% |
| 32947 | 7.4% | |
| e | 32914 | 7.4% |
| i | 32010 | 7.2% |
| o | 29828 | 6.7% |
| n | 28606 | 6.4% |
| r | 26531 | 6.0% |
| l | 19626 | 4.4% |
| s | 19261 | 4.3% |
| t | 13302 | 3.0% |
| Other values (114) | 165156 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 444761 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 44580 | 10.0% |
| 32947 | 7.4% | |
| e | 32914 | 7.4% |
| i | 32010 | 7.2% |
| o | 29828 | 6.7% |
| n | 28606 | 6.4% |
| r | 26531 | 6.0% |
| l | 19626 | 4.4% |
| s | 19261 | 4.3% |
| t | 13302 | 3.0% |
| Other values (114) | 165156 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 444761 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 44580 | 10.0% |
| 32947 | 7.4% | |
| e | 32914 | 7.4% |
| i | 32010 | 7.2% |
| o | 29828 | 6.7% |
| n | 28606 | 6.4% |
| r | 26531 | 6.0% |
| l | 19626 | 4.4% |
| s | 19261 | 4.3% |
| t | 13302 | 3.0% |
| Other values (114) | 165156 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 444761 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 44580 | 10.0% |
| 32947 | 7.4% | |
| e | 32914 | 7.4% |
| i | 32010 | 7.2% |
| o | 29828 | 6.7% |
| n | 28606 | 6.4% |
| r | 26531 | 6.0% |
| l | 19626 | 4.4% |
| s | 19261 | 4.3% |
| t | 13302 | 3.0% |
| Other values (114) | 165156 |
last_season
Real number (ℝ)
High correlation 
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2019.3561 |
| Minimum | 2012 |
|---|---|
| Maximum | 2024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 254.7 KiB |
Quantile statistics
| Minimum | 2012 |
|---|---|
| 5-th percentile | 2012 |
| Q1 | 2016 |
| median | 2020 |
| Q3 | 2023 |
| 95-th percentile | 2024 |
| Maximum | 2024 |
| Range | 12 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.9620232 |
|---|---|
| Coefficient of variation (CV) | 0.001962023 |
| Kurtosis | -1.1890737 |
| Mean | 2019.3561 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.40362871 |
| Sum | 65806778 |
| Variance | 15.697628 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2024 | 6426 | |
| 2023 | 4039 | |
| 2022 | 2638 | |
| 2021 | 2336 | 7.2% |
| 2018 | 2270 | 7.0% |
| 2020 | 2169 | 6.7% |
| 2013 | 2115 | 6.5% |
| 2016 | 1918 | 5.9% |
| 2017 | 1798 | 5.5% |
| 2019 | 1783 | 5.5% |
| Other values (3) | 5096 |
| Value | Count | Frequency (%) |
| 2012 | 1679 | |
| 2013 | 2115 | |
| 2014 | 1704 | |
| 2015 | 1713 | |
| 2016 | 1918 | |
| 2017 | 1798 | |
| 2018 | 2270 | |
| 2019 | 1783 | |
| 2020 | 2169 | |
| 2021 | 2336 |
| Value | Count | Frequency (%) |
| 2024 | 6426 | |
| 2023 | 4039 | |
| 2022 | 2638 | |
| 2021 | 2336 | 7.2% |
| 2020 | 2169 | 6.7% |
| 2019 | 1783 | 5.5% |
| 2018 | 2270 | 7.0% |
| 2017 | 1798 | 5.5% |
| 2016 | 1918 | 5.9% |
| 2015 | 1713 | 5.3% |
current_club_id
Real number (ℝ)
| Distinct | 437 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4807.0534 |
| Minimum | 3 |
|---|---|
| Maximum | 110302 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 254.7 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 403 |
| median | 1071 |
| Q3 | 3060 |
| 95-th percentile | 26459 |
| Maximum | 110302 |
| Range | 110299 |
| Interquartile range (IQR) | 2657 |
Descriptive statistics
| Standard deviation | 11560.679 |
|---|---|
| Coefficient of variation (CV) | 2.4049408 |
| Kurtosis | 21.835704 |
| Mean | 4807.0534 |
| Median Absolute Deviation (MAD) | 923 |
| Skewness | 4.3625782 |
| Sum | 1.5665226 × 108 |
| Variance | 1.3364929 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2553 | 185 | 0.6% |
| 987 | 182 | 0.6% |
| 2759 | 180 | 0.6% |
| 511 | 178 | 0.5% |
| 2578 | 166 | 0.5% |
| 126 | 166 | 0.5% |
| 589 | 164 | 0.5% |
| 252 | 163 | 0.5% |
| 800 | 158 | 0.5% |
| 6676 | 156 | 0.5% |
| Other values (427) | 30890 |
| Value | Count | Frequency (%) |
| 3 | 74 | |
| 4 | 37 | 0.1% |
| 5 | 93 | |
| 6 | 27 | 0.1% |
| 10 | 28 | 0.1% |
| 11 | 75 | |
| 12 | 123 | |
| 13 | 91 | |
| 15 | 75 | |
| 16 | 64 |
| Value | Count | Frequency (%) |
| 110302 | 28 | 0.1% |
| 86209 | 24 | 0.1% |
| 85465 | 28 | 0.1% |
| 83678 | 36 | 0.1% |
| 75231 | 23 | 0.1% |
| 71985 | 26 | 0.1% |
| 68608 | 51 | |
| 63007 | 45 | |
| 61825 | 80 | |
| 60949 | 100 |
player_code
Text
| Distinct | 31840 |
|---|---|
| Distinct (%) | 97.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.2 MiB |
Length
| Max length | 35 |
|---|---|
| Median length | 30 |
| Mean length | 13.645913 |
| Min length | 4 |
Unique
| Unique | 31292 ? |
|---|---|
| Unique (%) | 96.0% |
Sample
| 1st row | miroslav-klose |
|---|---|
| 2nd row | roman-weidenfeller |
| 3rd row | dimitar-berbatov |
| 4th row | lucio |
| 5th row | tom-starke |
| Value | Count | Frequency (%) |
| paulinho | 13 | < 0.1% |
| joao-pedro | 9 | < 0.1% |
| guilherme | 8 | < 0.1% |
| vinicius | 7 | < 0.1% |
| alex | 7 | < 0.1% |
| danilo | 7 | < 0.1% |
| bruninho | 7 | < 0.1% |
| serginho | 7 | < 0.1% |
| julio-cesar | 7 | < 0.1% |
| pedro | 5 | < 0.1% |
| Other values (31830) | 32511 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 51517 | 11.6% |
| e | 36575 | 8.2% |
| i | 34264 | 7.7% |
| - | 33422 | 7.5% |
| o | 32280 | 7.3% |
| n | 30729 | 6.9% |
| r | 29590 | 6.7% |
| s | 24635 | 5.5% |
| l | 22478 | 5.1% |
| m | 16272 | 3.7% |
| Other values (22) | 132931 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 444693 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 51517 | 11.6% |
| e | 36575 | 8.2% |
| i | 34264 | 7.7% |
| - | 33422 | 7.5% |
| o | 32280 | 7.3% |
| n | 30729 | 6.9% |
| r | 29590 | 6.7% |
| s | 24635 | 5.5% |
| l | 22478 | 5.1% |
| m | 16272 | 3.7% |
| Other values (22) | 132931 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 444693 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 51517 | 11.6% |
| e | 36575 | 8.2% |
| i | 34264 | 7.7% |
| - | 33422 | 7.5% |
| o | 32280 | 7.3% |
| n | 30729 | 6.9% |
| r | 29590 | 6.7% |
| s | 24635 | 5.5% |
| l | 22478 | 5.1% |
| m | 16272 | 3.7% |
| Other values (22) | 132931 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 444693 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 51517 | 11.6% |
| e | 36575 | 8.2% |
| i | 34264 | 7.7% |
| - | 33422 | 7.5% |
| o | 32280 | 7.3% |
| n | 30729 | 6.9% |
| r | 29590 | 6.7% |
| s | 24635 | 5.5% |
| l | 22478 | 5.1% |
| m | 16272 | 3.7% |
| Other values (22) | 132931 |
country_of_birth
Text
Missing 
| Distinct | 185 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 2809 |
| Missing (%) | 8.6% |
| Memory size | 1.9 MiB |
Length
| Max length | 30 |
|---|---|
| Median length | 24 |
| Mean length | 7.2366433 |
| Min length | 4 |
Unique
| Unique | 25 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Poland |
|---|---|
| 2nd row | Germany |
| 3rd row | Bulgaria |
| 4th row | Brazil |
| 5th row | East Germany (GDR) |
| Value | Count | Frequency (%) |
| france | 2334 | 7.4% |
| spain | 1995 | 6.3% |
| italy | 1849 | 5.9% |
| england | 1832 | 5.8% |
| germany | 1653 | 5.2% |
| brazil | 1617 | 5.1% |
| netherlands | 1522 | 4.8% |
| turkey | 1196 | 3.8% |
| portugal | 1119 | 3.5% |
| ukraine | 1020 | 3.2% |
| Other values (203) | 15444 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 26461 | 12.3% |
| e | 20519 | 9.5% |
| n | 19220 | 8.9% |
| r | 16652 | 7.7% |
| l | 12861 | 6.0% |
| i | 12408 | 5.8% |
| t | 7884 | 3.7% |
| d | 6992 | 3.2% |
| u | 6853 | 3.2% |
| S | 6656 | 3.1% |
| Other values (50) | 78994 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 215500 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 26461 | 12.3% |
| e | 20519 | 9.5% |
| n | 19220 | 8.9% |
| r | 16652 | 7.7% |
| l | 12861 | 6.0% |
| i | 12408 | 5.8% |
| t | 7884 | 3.7% |
| d | 6992 | 3.2% |
| u | 6853 | 3.2% |
| S | 6656 | 3.1% |
| Other values (50) | 78994 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 215500 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 26461 | 12.3% |
| e | 20519 | 9.5% |
| n | 19220 | 8.9% |
| r | 16652 | 7.7% |
| l | 12861 | 6.0% |
| i | 12408 | 5.8% |
| t | 7884 | 3.7% |
| d | 6992 | 3.2% |
| u | 6853 | 3.2% |
| S | 6656 | 3.1% |
| Other values (50) | 78994 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 215500 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 26461 | 12.3% |
| e | 20519 | 9.5% |
| n | 19220 | 8.9% |
| r | 16652 | 7.7% |
| l | 12861 | 6.0% |
| i | 12408 | 5.8% |
| t | 7884 | 3.7% |
| d | 6992 | 3.2% |
| u | 6853 | 3.2% |
| S | 6656 | 3.1% |
| Other values (50) | 78994 |
city_of_birth
Text
Missing 
| Distinct | 8578 |
|---|---|
| Distinct (%) | 28.5% |
| Missing | 2465 |
| Missing (%) | 7.6% |
| Memory size | 2.1 MiB |
Length
| Max length | 56 |
|---|---|
| Median length | 42 |
| Mean length | 9.141387 |
| Min length | 1 |
Unique
| Unique | 5270 ? |
|---|---|
| Unique (%) | 17.5% |
Sample
| 1st row | Opole |
|---|---|
| 2nd row | Diez |
| 3rd row | Blagoevgrad |
| 4th row | Brasília |
| 5th row | Freital |
| Value | Count | Frequency (%) |
| de | 742 | 1.9% |
| oblast | 711 | 1.8% |
| london | 479 | 1.2% |
| istanbul | 341 | 0.9% |
| são | 332 | 0.9% |
| region | 298 | 0.8% |
| moskau | 248 | 0.6% |
| amsterdam | 204 | 0.5% |
| paulo | 197 | 0.5% |
| san | 196 | 0.5% |
| Other values (8974) | 35216 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 29973 | 10.9% |
| e | 22135 | 8.0% |
| o | 19265 | 7.0% |
| r | 18215 | 6.6% |
| n | 18189 | 6.6% |
| i | 17403 | 6.3% |
| s | 12954 | 4.7% |
| l | 12911 | 4.7% |
| t | 10377 | 3.8% |
| 8841 | 3.2% | |
| Other values (141) | 105103 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 275366 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 29973 | 10.9% |
| e | 22135 | 8.0% |
| o | 19265 | 7.0% |
| r | 18215 | 6.6% |
| n | 18189 | 6.6% |
| i | 17403 | 6.3% |
| s | 12954 | 4.7% |
| l | 12911 | 4.7% |
| t | 10377 | 3.8% |
| 8841 | 3.2% | |
| Other values (141) | 105103 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 275366 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 29973 | 10.9% |
| e | 22135 | 8.0% |
| o | 19265 | 7.0% |
| r | 18215 | 6.6% |
| n | 18189 | 6.6% |
| i | 17403 | 6.3% |
| s | 12954 | 4.7% |
| l | 12911 | 4.7% |
| t | 10377 | 3.8% |
| 8841 | 3.2% | |
| Other values (141) | 105103 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 275366 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 29973 | 10.9% |
| e | 22135 | 8.0% |
| o | 19265 | 7.0% |
| r | 18215 | 6.6% |
| n | 18189 | 6.6% |
| i | 17403 | 6.3% |
| s | 12954 | 4.7% |
| l | 12911 | 4.7% |
| t | 10377 | 3.8% |
| 8841 | 3.2% | |
| Other values (141) | 105103 |
Missing 
| Distinct | 183 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 383 |
| Missing (%) | 1.2% |
| Memory size | 2.0 MiB |
Length
| Max length | 24 |
|---|---|
| Median length | 21 |
| Mean length | 7.0979041 |
| Min length | 4 |
Unique
| Unique | 20 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Germany |
|---|---|
| 2nd row | Germany |
| 3rd row | Bulgaria |
| 4th row | Brazil |
| 5th row | Germany |
| Value | Count | Frequency (%) |
| spain | 1966 | 5.8% |
| italy | 1888 | 5.6% |
| france | 1762 | 5.2% |
| brazil | 1626 | 4.8% |
| england | 1591 | 4.7% |
| ukraine | 1494 | 4.4% |
| russia | 1481 | 4.4% |
| netherlands | 1445 | 4.3% |
| turkey | 1424 | 4.2% |
| germany | 1338 | 4.0% |
| Other values (202) | 17677 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 28918 | 12.7% |
| e | 22992 | 10.1% |
| n | 19666 | 8.6% |
| r | 19036 | 8.3% |
| i | 14782 | 6.5% |
| l | 13078 | 5.7% |
| t | 8418 | 3.7% |
| o | 7815 | 3.4% |
| u | 7602 | 3.3% |
| g | 6497 | 2.8% |
| Other values (48) | 79784 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 228588 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 28918 | 12.7% |
| e | 22992 | 10.1% |
| n | 19666 | 8.6% |
| r | 19036 | 8.3% |
| i | 14782 | 6.5% |
| l | 13078 | 5.7% |
| t | 8418 | 3.7% |
| o | 7815 | 3.4% |
| u | 7602 | 3.3% |
| g | 6497 | 2.8% |
| Other values (48) | 79784 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 228588 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 28918 | 12.7% |
| e | 22992 | 10.1% |
| n | 19666 | 8.6% |
| r | 19036 | 8.3% |
| i | 14782 | 6.5% |
| l | 13078 | 5.7% |
| t | 8418 | 3.7% |
| o | 7815 | 3.4% |
| u | 7602 | 3.3% |
| g | 6497 | 2.8% |
| Other values (48) | 79784 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 228588 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 28918 | 12.7% |
| e | 22992 | 10.1% |
| n | 19666 | 8.6% |
| r | 19036 | 8.3% |
| i | 14782 | 6.5% |
| l | 13078 | 5.7% |
| t | 8418 | 3.7% |
| o | 7815 | 3.4% |
| u | 7602 | 3.3% |
| g | 6497 | 2.8% |
| Other values (48) | 79784 |
date_of_birth
Date
| Distinct | 9295 |
|---|---|
| Distinct (%) | 28.6% |
| Missing | 47 |
| Missing (%) | 0.1% |
| Memory size | 254.7 KiB |
| Minimum | 1968-07-31 00:00:00 |
|---|---|
| Maximum | 2009-09-08 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
sub_position
Categorical
High correlation 
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 181 |
| Missing (%) | 0.6% |
| Memory size | 2.2 MiB |
| Centre-Back | |
|---|---|
| Centre-Forward | |
| Central Midfield | |
| Goalkeeper | |
| Defensive Midfield | |
| Other values (8) |
Length
| Max length | 18 |
|---|---|
| Median length | 14 |
| Mean length | 12.869442 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Centre-Forward |
|---|---|
| 2nd row | Goalkeeper |
| 3rd row | Centre-Forward |
| 4th row | Centre-Back |
| 5th row | Goalkeeper |
Common Values
| Value | Count | Frequency (%) |
| Centre-Back | 5746 | |
| Centre-Forward | 4570 | |
| Central Midfield | 3783 | |
| Goalkeeper | 3723 | |
| Defensive Midfield | 2657 | |
| Right-Back | 2371 | |
| Left-Back | 2284 | 7.0% |
| Attacking Midfield | 2221 | 6.8% |
| Left Winger | 2103 | 6.5% |
| Right Winger | 2001 | 6.1% |
| Other values (3) | 948 | 2.9% |
Length
| Value | Count | Frequency (%) |
| midfield | 9371 | |
| centre-back | 5746 | |
| centre-forward | 4570 | |
| winger | 4104 | |
| central | 3783 | |
| goalkeeper | 3723 | 8.1% |
| defensive | 2657 | 5.8% |
| left | 2474 | 5.4% |
| right-back | 2371 | 5.1% |
| right | 2340 | 5.1% |
| Other values (4) | 4981 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 62264 | |
| i | 32673 | 7.8% |
| r | 31542 | 7.6% |
| t | 28248 | 6.8% |
| a | 24698 | 5.9% |
| d | 23550 | 5.6% |
| n | 23319 | 5.6% |
| l | 16877 | 4.0% |
| f | 16786 | 4.0% |
| k | 16583 | 4.0% |
| Other values (21) | 140520 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 417060 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 62264 | |
| i | 32673 | 7.8% |
| r | 31542 | 7.6% |
| t | 28248 | 6.8% |
| a | 24698 | 5.9% |
| d | 23550 | 5.6% |
| n | 23319 | 5.6% |
| l | 16877 | 4.0% |
| f | 16786 | 4.0% |
| k | 16583 | 4.0% |
| Other values (21) | 140520 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 417060 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 62264 | |
| i | 32673 | 7.8% |
| r | 31542 | 7.6% |
| t | 28248 | 6.8% |
| a | 24698 | 5.9% |
| d | 23550 | 5.6% |
| n | 23319 | 5.6% |
| l | 16877 | 4.0% |
| f | 16786 | 4.0% |
| k | 16583 | 4.0% |
| Other values (21) | 140520 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 417060 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 62264 | |
| i | 32673 | 7.8% |
| r | 31542 | 7.6% |
| t | 28248 | 6.8% |
| a | 24698 | 5.9% |
| d | 23550 | 5.6% |
| n | 23319 | 5.6% |
| l | 16877 | 4.0% |
| f | 16786 | 4.0% |
| k | 16583 | 4.0% |
| Other values (21) | 140520 |
position
Categorical
High correlation 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 MiB |
| Defender | |
|---|---|
| Midfield | |
| Attack | |
| Goalkeeper | |
| Missing | 181 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 7.675985 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Attack |
|---|---|
| 2nd row | Goalkeeper |
| 3rd row | Attack |
| 4th row | Defender |
| 5th row | Goalkeeper |
Common Values
| Value | Count | Frequency (%) |
| Defender | 10401 | |
| Midfield | 9371 | |
| Attack | 8912 | |
| Goalkeeper | 3723 | 11.4% |
| Missing | 181 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| defender | 10401 | |
| midfield | 9371 | |
| attack | 8912 | |
| goalkeeper | 3723 | 11.4% |
| missing | 181 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 51743 | |
| d | 29143 | |
| f | 19772 | 7.9% |
| i | 19104 | 7.6% |
| t | 17824 | 7.1% |
| r | 14124 | 5.6% |
| l | 13094 | 5.2% |
| k | 12635 | 5.1% |
| a | 12635 | 5.1% |
| n | 10582 | 4.2% |
| Other values (9) | 49489 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 250145 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 51743 | |
| d | 29143 | |
| f | 19772 | 7.9% |
| i | 19104 | 7.6% |
| t | 17824 | 7.1% |
| r | 14124 | 5.6% |
| l | 13094 | 5.2% |
| k | 12635 | 5.1% |
| a | 12635 | 5.1% |
| n | 10582 | 4.2% |
| Other values (9) | 49489 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 250145 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 51743 | |
| d | 29143 | |
| f | 19772 | 7.9% |
| i | 19104 | 7.6% |
| t | 17824 | 7.1% |
| r | 14124 | 5.6% |
| l | 13094 | 5.2% |
| k | 12635 | 5.1% |
| a | 12635 | 5.1% |
| n | 10582 | 4.2% |
| Other values (9) | 49489 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 250145 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 51743 | |
| d | 29143 | |
| f | 19772 | 7.9% |
| i | 19104 | 7.6% |
| t | 17824 | 7.1% |
| r | 14124 | 5.6% |
| l | 13094 | 5.2% |
| k | 12635 | 5.1% |
| a | 12635 | 5.1% |
| n | 10582 | 4.2% |
| Other values (9) | 49489 |
foot
Categorical
Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2540 |
| Missing (%) | 7.8% |
| Memory size | 1.9 MiB |
| right | |
|---|---|
| left | |
| both | 1386 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.7032748 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | right |
|---|---|
| 2nd row | left |
| 3rd row | right |
| 4th row | both |
| 5th row | right |
Common Values
| Value | Count | Frequency (%) |
| right | 21132 | |
| left | 7530 | 23.1% |
| both | 1386 | 4.3% |
| (Missing) | 2540 | 7.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| right | 21132 | |
| left | 7530 | 25.1% |
| both | 1386 | 4.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 30048 | |
| h | 22518 | |
| r | 21132 | |
| i | 21132 | |
| g | 21132 | |
| l | 7530 | 5.3% |
| e | 7530 | 5.3% |
| f | 7530 | 5.3% |
| b | 1386 | 1.0% |
| o | 1386 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 141324 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 30048 | |
| h | 22518 | |
| r | 21132 | |
| i | 21132 | |
| g | 21132 | |
| l | 7530 | 5.3% |
| e | 7530 | 5.3% |
| f | 7530 | 5.3% |
| b | 1386 | 1.0% |
| o | 1386 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 141324 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 30048 | |
| h | 22518 | |
| r | 21132 | |
| i | 21132 | |
| g | 21132 | |
| l | 7530 | 5.3% |
| e | 7530 | 5.3% |
| f | 7530 | 5.3% |
| b | 1386 | 1.0% |
| o | 1386 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 141324 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 30048 | |
| h | 22518 | |
| r | 21132 | |
| i | 21132 | |
| g | 21132 | |
| l | 7530 | 5.3% |
| e | 7530 | 5.3% |
| f | 7530 | 5.3% |
| b | 1386 | 1.0% |
| o | 1386 | 1.0% |
height_in_cm
Real number (ℝ)
Missing 
| Distinct | 52 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2263 |
| Missing (%) | 6.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 182.29082 |
| Minimum | 17 |
|---|---|
| Maximum | 207 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 254.7 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 171 |
| Q1 | 178 |
| median | 183 |
| Q3 | 187 |
| 95-th percentile | 193 |
| Maximum | 207 |
| Range | 190 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.0350572 |
|---|---|
| Coefficient of variation (CV) | 0.038592494 |
| Kurtosis | 48.526418 |
| Mean | 182.29082 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -2.1383809 |
| Sum | 5527969 |
| Variance | 49.492029 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 180 | 2187 | 6.7% |
| 185 | 2031 | 6.2% |
| 178 | 1789 | 5.5% |
| 183 | 1757 | 5.4% |
| 188 | 1550 | 4.8% |
| 182 | 1521 | 4.7% |
| 184 | 1491 | 4.6% |
| 186 | 1470 | 4.5% |
| 187 | 1434 | 4.4% |
| 175 | 1405 | 4.3% |
| Other values (42) | 13690 | |
| (Missing) | 2263 | 6.9% |
| Value | Count | Frequency (%) |
| 17 | 2 | < 0.1% |
| 18 | 2 | < 0.1% |
| 19 | 1 | < 0.1% |
| 159 | 2 | < 0.1% |
| 160 | 4 | < 0.1% |
| 161 | 3 | < 0.1% |
| 162 | 7 | < 0.1% |
| 163 | 22 | 0.1% |
| 164 | 35 | |
| 165 | 77 |
| Value | Count | Frequency (%) |
| 207 | 1 | < 0.1% |
| 206 | 4 | < 0.1% |
| 205 | 4 | < 0.1% |
| 204 | 8 | < 0.1% |
| 203 | 11 | < 0.1% |
| 202 | 16 | < 0.1% |
| 201 | 23 | 0.1% |
| 200 | 27 | 0.1% |
| 199 | 29 | 0.1% |
| 198 | 106 |
Missing 
| Distinct | 118 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 12098 |
| Missing (%) | 37.1% |
| Memory size | 254.7 KiB |
| Minimum | 2000-05-31 00:00:00 |
|---|---|
| Maximum | 2034-06-30 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
agent_name
Text
Missing 
| Distinct | 2880 |
|---|---|
| Distinct (%) | 17.4% |
| Missing | 16052 |
| Missing (%) | 49.3% |
| Memory size | 1.6 MiB |
Length
| Max length | 20 |
|---|---|
| Median length | 14 |
| Mean length | 11.765058 |
| Min length | 2 |
Unique
| Unique | 1148 ? |
|---|---|
| Unique (%) | 6.9% |
Sample
| 1st row | ASBW Sport Marketing |
|---|---|
| 2nd row | Neubauer 13 GmbH |
| 3rd row | CSKA-AS-23 Ltd. |
| 4th row | IFM |
| 5th row | Football Concept |
| Value | Count | Frequency (%) |
| sports | 2234 | 7.1% |
| group | 1025 | 3.3% |
| sport | 857 | 2.7% |
| management | 724 | 2.3% |
| caa | 679 | 2.2% |
| agency | 586 | 1.9% |
| wasserman | 502 | 1.6% |
| football | 482 | 1.5% |
| ltd | 441 | 1.4% |
| soccer | 419 | 1.3% |
| Other values (3184) | 23366 |
Most occurring characters
| Value | Count | Frequency (%) |
| 15421 | 7.9% | |
| o | 12320 | 6.3% |
| e | 11965 | 6.2% |
| r | 11946 | 6.1% |
| a | 11057 | 5.7% |
| t | 10413 | 5.4% |
| S | 9554 | 4.9% |
| n | 8321 | 4.3% |
| s | 7312 | 3.8% |
| l | 6761 | 3.5% |
| Other values (96) | 89477 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 194547 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 15421 | 7.9% | |
| o | 12320 | 6.3% |
| e | 11965 | 6.2% |
| r | 11946 | 6.1% |
| a | 11057 | 5.7% |
| t | 10413 | 5.4% |
| S | 9554 | 4.9% |
| n | 8321 | 4.3% |
| s | 7312 | 3.8% |
| l | 6761 | 3.5% |
| Other values (96) | 89477 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 194547 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 15421 | 7.9% | |
| o | 12320 | 6.3% |
| e | 11965 | 6.2% |
| r | 11946 | 6.1% |
| a | 11057 | 5.7% |
| t | 10413 | 5.4% |
| S | 9554 | 4.9% |
| n | 8321 | 4.3% |
| s | 7312 | 3.8% |
| l | 6761 | 3.5% |
| Other values (96) | 89477 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 194547 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 15421 | 7.9% | |
| o | 12320 | 6.3% |
| e | 11965 | 6.2% |
| r | 11946 | 6.1% |
| a | 11057 | 5.7% |
| t | 10413 | 5.4% |
| S | 9554 | 4.9% |
| n | 8321 | 4.3% |
| s | 7312 | 3.8% |
| l | 6761 | 3.5% |
| Other values (96) | 89477 |
image_url
URL
| Distinct | 26826 |
|---|---|
| Distinct (%) | 82.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 MiB |
| https://img.a.transfermarkt.technology/portrait/header/default.jpg?lm=1 | |
|---|---|
| https://tmssl.akamaized.net//images/portrait/header/default.jpg?lm=1455618221 | 274 |
| https://img.a.transfermarkt.technology/portrait/header/10-1448468291.jpg?lm=1 | 1 |
| https://img.a.transfermarkt.technology/portrait/header/401604-1659559936.jpg?lm=1 | 1 |
| https://img.a.transfermarkt.technology/portrait/header/401768-1561123096.jpg?lm=1 | 1 |
| Other values (26821) |
| Value | Count | Frequency (%) |
| https://img.a.transfermarkt.technology/portrait/header/default.jpg?lm=1 | 5490 | 16.8% |
| https://tmssl.akamaized.net//images/portrait/header/default.jpg?lm=1455618221 | 274 | 0.8% |
| https://img.a.transfermarkt.technology/portrait/header/10-1448468291.jpg?lm=1 | 1 | < 0.1% |
| https://img.a.transfermarkt.technology/portrait/header/401604-1659559936.jpg?lm=1 | 1 | < 0.1% |
| https://img.a.transfermarkt.technology/portrait/header/401768-1561123096.jpg?lm=1 | 1 | < 0.1% |
| https://tmssl.akamaized.net//images/portrait/header/401736-1680154630.jpg?lm=1680154665 | 1 | < 0.1% |
| https://img.a.transfermarkt.technology/portrait/header/401732-1473155527.jpg?lm=1 | 1 | < 0.1% |
| https://img.a.transfermarkt.technology/portrait/header/401729-1636410142.JPG?lm=1 | 1 | < 0.1% |
| https://img.a.transfermarkt.technology/portrait/header/401717-1533289301.jpg?lm=1 | 1 | < 0.1% |
| https://img.a.transfermarkt.technology/portrait/header/401712-1537438711.jpg?lm=1 | 1 | < 0.1% |
| Other values (26816) | 26816 |
| Value | Count | Frequency (%) |
| https | 32588 |
| Value | Count | Frequency (%) |
| img.a.transfermarkt.technology | 26162 | |
| tmssl.akamaized.net | 6426 | 19.7% |
| Value | Count | Frequency (%) |
| /portrait/header/default.jpg | 5490 | 16.8% |
| //images/portrait/header/default.jpg | 274 | 0.8% |
| /portrait/header/10-1448468291.jpg | 1 | < 0.1% |
| /portrait/header/401604-1659559936.jpg | 1 | < 0.1% |
| /portrait/header/401768-1561123096.jpg | 1 | < 0.1% |
| //images/portrait/header/401736-1680154630.jpg | 1 | < 0.1% |
| /portrait/header/401732-1473155527.jpg | 1 | < 0.1% |
| /portrait/header/401729-1636410142.JPG | 1 | < 0.1% |
| /portrait/header/401717-1533289301.jpg | 1 | < 0.1% |
| /portrait/header/401712-1537438711.jpg | 1 | < 0.1% |
| Other values (26816) | 26816 |
| Value | Count | Frequency (%) |
| lm=1 | 26162 | |
| lm=1455618221 | 274 | 0.8% |
| lm=1708426123 | 2 | < 0.1% |
| lm=1625740964 | 1 | < 0.1% |
| lm=1723809768 | 1 | < 0.1% |
| lm=1659947739 | 1 | < 0.1% |
| lm=1723819820 | 1 | < 0.1% |
| lm=1605555794 | 1 | < 0.1% |
| lm=1711746884 | 1 | < 0.1% |
| lm=1705056589 | 1 | < 0.1% |
| Other values (6143) | 6143 | 18.9% |
| Value | Count | Frequency (%) |
| 32588 |
url
URL
Unique 
| Distinct | 32588 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.9 MiB |
| https://www.transfermarkt.co.uk/miroslav-klose/profil/spieler/10 | 1 |
|---|---|
| https://www.transfermarkt.co.uk/vasilios-chatziemmanouil/profil/spieler/420921 | 1 |
| https://www.transfermarkt.co.uk/keita-endo/profil/spieler/421726 | 1 |
| https://www.transfermarkt.co.uk/patryk-szysz/profil/spieler/421710 | 1 |
| https://www.transfermarkt.co.uk/frank-onyeka/profil/spieler/421637 | 1 |
| Other values (32583) |
| Value | Count | Frequency (%) |
| https://www.transfermarkt.co.uk/miroslav-klose/profil/spieler/10 | 1 | < 0.1% |
| https://www.transfermarkt.co.uk/vasilios-chatziemmanouil/profil/spieler/420921 | 1 | < 0.1% |
| https://www.transfermarkt.co.uk/keita-endo/profil/spieler/421726 | 1 | < 0.1% |
| https://www.transfermarkt.co.uk/patryk-szysz/profil/spieler/421710 | 1 | < 0.1% |
| https://www.transfermarkt.co.uk/frank-onyeka/profil/spieler/421637 | 1 | < 0.1% |
| https://www.transfermarkt.co.uk/samson-iyede/profil/spieler/421636 | 1 | < 0.1% |
| https://www.transfermarkt.co.uk/jake-vokins/profil/spieler/421424 | 1 | < 0.1% |
| https://www.transfermarkt.co.uk/omer-alper-tatlisu/profil/spieler/421319 | 1 | < 0.1% |
| https://www.transfermarkt.co.uk/maksim-rudnev/profil/spieler/421284 | 1 | < 0.1% |
| https://www.transfermarkt.co.uk/thomas-vasiliou/profil/spieler/421224 | 1 | < 0.1% |
| Other values (32578) | 32578 |
| Value | Count | Frequency (%) |
| https | 32588 |
| Value | Count | Frequency (%) |
| www.transfermarkt.co.uk | 32588 |
| Value | Count | Frequency (%) |
| /miroslav-klose/profil/spieler/10 | 1 | < 0.1% |
| /vasilios-chatziemmanouil/profil/spieler/420921 | 1 | < 0.1% |
| /keita-endo/profil/spieler/421726 | 1 | < 0.1% |
| /patryk-szysz/profil/spieler/421710 | 1 | < 0.1% |
| /frank-onyeka/profil/spieler/421637 | 1 | < 0.1% |
| /samson-iyede/profil/spieler/421636 | 1 | < 0.1% |
| /jake-vokins/profil/spieler/421424 | 1 | < 0.1% |
| /omer-alper-tatlisu/profil/spieler/421319 | 1 | < 0.1% |
| /maksim-rudnev/profil/spieler/421284 | 1 | < 0.1% |
| /thomas-vasiliou/profil/spieler/421224 | 1 | < 0.1% |
| Other values (32578) | 32578 |
| Value | Count | Frequency (%) |
| 32588 |
| Value | Count | Frequency (%) |
| 32588 |
current_club_domestic_competition_id
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| TR1 | |
|---|---|
| IT1 | |
| PO1 | |
| GR1 | |
| FR1 | |
| Other values (9) |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0054314 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | IT1 |
|---|---|
| 2nd row | L1 |
| 3rd row | GR1 |
| 4th row | IT1 |
| 5th row | L1 |
Common Values
| Value | Count | Frequency (%) |
| TR1 | 3220 | |
| IT1 | 3177 | |
| PO1 | 2660 | 8.2% |
| GR1 | 2604 | 8.0% |
| FR1 | 2246 | 6.9% |
| NL1 | 2229 | 6.8% |
| ES1 | 2215 | 6.8% |
| BE1 | 2214 | 6.8% |
| GB1 | 2180 | 6.7% |
| RU1 | 2180 | 6.7% |
| Other values (4) | 7663 |
Length
| Value | Count | Frequency (%) |
| tr1 | 3220 | |
| it1 | 3177 | |
| po1 | 2660 | 8.2% |
| gr1 | 2604 | 8.0% |
| fr1 | 2246 | 6.9% |
| nl1 | 2229 | 6.8% |
| es1 | 2215 | 6.8% |
| be1 | 2214 | 6.8% |
| gb1 | 2180 | 6.7% |
| ru1 | 2180 | 6.7% |
| Other values (4) | 7663 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 32588 | |
| R | 12302 | 12.6% |
| T | 6397 | 6.5% |
| G | 4784 | 4.9% |
| E | 4429 | 4.5% |
| B | 4394 | 4.5% |
| S | 4237 | 4.3% |
| U | 4232 | 4.3% |
| L | 4104 | 4.2% |
| K | 3766 | 3.8% |
| Other values (7) | 16708 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 97941 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 32588 | |
| R | 12302 | 12.6% |
| T | 6397 | 6.5% |
| G | 4784 | 4.9% |
| E | 4429 | 4.5% |
| B | 4394 | 4.5% |
| S | 4237 | 4.3% |
| U | 4232 | 4.3% |
| L | 4104 | 4.2% |
| K | 3766 | 3.8% |
| Other values (7) | 16708 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 97941 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 32588 | |
| R | 12302 | 12.6% |
| T | 6397 | 6.5% |
| G | 4784 | 4.9% |
| E | 4429 | 4.5% |
| B | 4394 | 4.5% |
| S | 4237 | 4.3% |
| U | 4232 | 4.3% |
| L | 4104 | 4.2% |
| K | 3766 | 3.8% |
| Other values (7) | 16708 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 97941 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 32588 | |
| R | 12302 | 12.6% |
| T | 6397 | 6.5% |
| G | 4784 | 4.9% |
| E | 4429 | 4.5% |
| B | 4394 | 4.5% |
| S | 4237 | 4.3% |
| U | 4232 | 4.3% |
| L | 4104 | 4.2% |
| K | 3766 | 3.8% |
| Other values (7) | 16708 |
| Distinct | 437 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 MiB |
Length
| Max length | 98 |
|---|---|
| Median length | 40 |
| Mean length | 21.877071 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Società Sportiva Lazio S.p.A. |
|---|---|
| 2nd row | Borussia Dortmund |
| 3rd row | Panthessalonikios Athlitikos Omilos Konstantinoupoliton |
| 4th row | Juventus Football Club |
| 5th row | FC Bayern München |
| Value | Count | Frequency (%) |
| club | 7817 | 7.7% |
| football | 5227 | 5.1% |
| fc | 2468 | 2.4% |
| de | 2180 | 2.1% |
| kulübü | 1411 | 1.4% |
| clube | 1387 | 1.4% |
| fk | 1321 | 1.3% |
| calcio | 1256 | 1.2% |
| s.a.d | 1125 | 1.1% |
| koninklijke | 858 | 0.8% |
| Other values (772) | 76539 |
Most occurring characters
| Value | Count | Frequency (%) |
| 69001 | 9.7% | |
| o | 51907 | 7.3% |
| l | 49996 | 7.0% |
| e | 48588 | 6.8% |
| a | 48400 | 6.8% |
| i | 38245 | 5.4% |
| n | 34273 | 4.8% |
| r | 33727 | 4.7% |
| t | 33000 | 4.6% |
| b | 25431 | 3.6% |
| Other values (101) | 280362 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 712930 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 69001 | 9.7% | |
| o | 51907 | 7.3% |
| l | 49996 | 7.0% |
| e | 48588 | 6.8% |
| a | 48400 | 6.8% |
| i | 38245 | 5.4% |
| n | 34273 | 4.8% |
| r | 33727 | 4.7% |
| t | 33000 | 4.6% |
| b | 25431 | 3.6% |
| Other values (101) | 280362 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 712930 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 69001 | 9.7% | |
| o | 51907 | 7.3% |
| l | 49996 | 7.0% |
| e | 48588 | 6.8% |
| a | 48400 | 6.8% |
| i | 38245 | 5.4% |
| n | 34273 | 4.8% |
| r | 33727 | 4.7% |
| t | 33000 | 4.6% |
| b | 25431 | 3.6% |
| Other values (101) | 280362 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 712930 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 69001 | 9.7% | |
| o | 51907 | 7.3% |
| l | 49996 | 7.0% |
| e | 48588 | 6.8% |
| a | 48400 | 6.8% |
| i | 38245 | 5.4% |
| n | 34273 | 4.8% |
| r | 33727 | 4.7% |
| t | 33000 | 4.6% |
| b | 25431 | 3.6% |
| Other values (101) | 280362 |
market_value_in_eur
Real number (ℝ)
High correlation  Missing 
| Distinct | 128 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1564 |
| Missing (%) | 4.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1619112 |
| Minimum | 10000 |
|---|---|
| Maximum | 2 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 254.7 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 25000 |
| Q1 | 100000 |
| median | 250000 |
| Q3 | 700000 |
| 95-th percentile | 7000000 |
| Maximum | 2 × 108 |
| Range | 1.9999 × 108 |
| Interquartile range (IQR) | 600000 |
Descriptive statistics
| Standard deviation | 6359597.7 |
|---|---|
| Coefficient of variation (CV) | 3.9278307 |
| Kurtosis | 208.47248 |
| Mean | 1619112 |
| Median Absolute Deviation (MAD) | 175000 |
| Skewness | 11.400756 |
| Sum | 5.023133 × 1010 |
| Variance | 4.0444483 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100000 | 3036 | 9.3% |
| 50000 | 2900 | 8.9% |
| 200000 | 2518 | 7.7% |
| 150000 | 2152 | 6.6% |
| 300000 | 1892 | 5.8% |
| 250000 | 1750 | 5.4% |
| 25000 | 1325 | 4.1% |
| 75000 | 1163 | 3.6% |
| 400000 | 1151 | 3.5% |
| 500000 | 1132 | 3.5% |
| Other values (118) | 12005 | |
| (Missing) | 1564 | 4.8% |
| Value | Count | Frequency (%) |
| 10000 | 229 | 0.7% |
| 20000 | 2 | < 0.1% |
| 25000 | 1325 | |
| 50000 | 2900 | |
| 75000 | 1163 | 3.6% |
| 100000 | 3036 | |
| 125000 | 681 | 2.1% |
| 150000 | 2152 | |
| 175000 | 486 | 1.5% |
| 200000 | 2518 |
| Value | Count | Frequency (%) |
| 200000000 | 2 | |
| 180000000 | 2 | |
| 160000000 | 1 | < 0.1% |
| 150000000 | 1 | < 0.1% |
| 140000000 | 3 | |
| 130000000 | 3 | |
| 110000000 | 2 | |
| 100000000 | 3 | |
| 90000000 | 1 | < 0.1% |
| 85000000 | 2 |
highest_market_value_in_eur
Real number (ℝ)
High correlation  Missing 
| Distinct | 205 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 1564 |
| Missing (%) | 4.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3736375.7 |
| Minimum | 10000 |
|---|---|
| Maximum | 2 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 254.7 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 50000 |
| Q1 | 275000 |
| median | 800000 |
| Q3 | 3000000 |
| 95-th percentile | 18000000 |
| Maximum | 2 × 108 |
| Range | 1.9999 × 108 |
| Interquartile range (IQR) | 2725000 |
Descriptive statistics
| Standard deviation | 9784711.2 |
|---|---|
| Coefficient of variation (CV) | 2.6187707 |
| Kurtosis | 76.841006 |
| Mean | 3736375.7 |
| Median Absolute Deviation (MAD) | 675000 |
| Skewness | 7.0757113 |
| Sum | 1.1591732 × 1011 |
| Variance | 9.5740572 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 300000 | 1386 | 4.3% |
| 100000 | 1380 | 4.2% |
| 50000 | 1377 | 4.2% |
| 1000000 | 1352 | 4.1% |
| 500000 | 1324 | 4.1% |
| 200000 | 1288 | 4.0% |
| 400000 | 1250 | 3.8% |
| 150000 | 1115 | 3.4% |
| 1500000 | 1114 | 3.4% |
| 2000000 | 1060 | 3.3% |
| Other values (195) | 18378 | |
| (Missing) | 1564 | 4.8% |
| Value | Count | Frequency (%) |
| 10000 | 44 | 0.1% |
| 25000 | 318 | 1.0% |
| 50000 | 1377 | |
| 75000 | 512 | 1.6% |
| 100000 | 1380 | |
| 125000 | 289 | 0.9% |
| 150000 | 1115 | |
| 175000 | 225 | 0.7% |
| 200000 | 1288 | |
| 225000 | 146 | 0.4% |
| Value | Count | Frequency (%) |
| 200000000 | 3 | < 0.1% |
| 180000000 | 4 | < 0.1% |
| 160000000 | 1 | < 0.1% |
| 150000000 | 9 | |
| 140000000 | 2 | < 0.1% |
| 130000000 | 4 | < 0.1% |
| 120000000 | 4 | < 0.1% |
| 110000000 | 5 | < 0.1% |
| 100000000 | 15 | |
| 90000000 | 20 |
Interactions
Correlations
| current_club_domestic_competition_id | current_club_id | foot | height_in_cm | highest_market_value_in_eur | last_season | market_value_in_eur | player_id | position | sub_position | |
|---|---|---|---|---|---|---|---|---|---|---|
| current_club_domestic_competition_id | 1.000 | 0.220 | 0.079 | 0.054 | 0.083 | 0.043 | 0.071 | 0.070 | 0.041 | 0.051 |
| current_club_id | 0.220 | 1.000 | 0.009 | -0.035 | -0.185 | -0.037 | -0.194 | 0.024 | 0.012 | 0.006 |
| foot | 0.079 | 0.009 | 1.000 | 0.046 | 0.000 | 0.043 | 0.000 | 0.040 | 0.125 | 0.355 |
| height_in_cm | 0.054 | -0.035 | 0.046 | 1.000 | -0.025 | 0.073 | -0.008 | 0.015 | 0.234 | 0.297 |
| highest_market_value_in_eur | 0.083 | -0.185 | 0.000 | -0.025 | 1.000 | 0.254 | 0.692 | -0.352 | 0.031 | 0.023 |
| last_season | 0.043 | -0.037 | 0.043 | 0.073 | 0.254 | 1.000 | 0.526 | 0.563 | 0.034 | 0.027 |
| market_value_in_eur | 0.071 | -0.194 | 0.000 | -0.008 | 0.692 | 0.526 | 1.000 | 0.142 | 0.017 | 0.011 |
| player_id | 0.070 | 0.024 | 0.040 | 0.015 | -0.352 | 0.563 | 0.142 | 1.000 | 0.025 | 0.033 |
| position | 0.041 | 0.012 | 0.125 | 0.234 | 0.031 | 0.034 | 0.017 | 0.025 | 1.000 | 1.000 |
| sub_position | 0.051 | 0.006 | 0.355 | 0.297 | 0.023 | 0.027 | 0.011 | 0.033 | 1.000 | 1.000 |
Missing values
Sample
| player_id | first_name | last_name | name | last_season | current_club_id | player_code | country_of_birth | city_of_birth | country_of_citizenship | date_of_birth | sub_position | position | foot | height_in_cm | contract_expiration_date | agent_name | image_url | url | current_club_domestic_competition_id | current_club_name | market_value_in_eur | highest_market_value_in_eur | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10 | Miroslav | Klose | Miroslav Klose | 2015 | 398 | miroslav-klose | Poland | Opole | Germany | 1978-06-09 00:00:00 | Centre-Forward | Attack | right | 184.0 | NaN | ASBW Sport Marketing | https://img.a.transfermarkt.technology/portrait/header/10-1448468291.jpg?lm=1 | https://www.transfermarkt.co.uk/miroslav-klose/profil/spieler/10 | IT1 | Società Sportiva Lazio S.p.A. | 1000000.0 | 30000000.0 |
| 1 | 26 | Roman | Weidenfeller | Roman Weidenfeller | 2017 | 16 | roman-weidenfeller | Germany | Diez | Germany | 1980-08-06 00:00:00 | Goalkeeper | Goalkeeper | left | 190.0 | NaN | Neubauer 13 GmbH | https://img.a.transfermarkt.technology/portrait/header/26-1502448725.jpg?lm=1 | https://www.transfermarkt.co.uk/roman-weidenfeller/profil/spieler/26 | L1 | Borussia Dortmund | 750000.0 | 8000000.0 |
| 2 | 65 | Dimitar | Berbatov | Dimitar Berbatov | 2015 | 1091 | dimitar-berbatov | Bulgaria | Blagoevgrad | Bulgaria | 1981-01-30 00:00:00 | Centre-Forward | Attack | NaN | NaN | NaN | CSKA-AS-23 Ltd. | https://img.a.transfermarkt.technology/portrait/header/65-1683670068.jpg?lm=1 | https://www.transfermarkt.co.uk/dimitar-berbatov/profil/spieler/65 | GR1 | Panthessalonikios Athlitikos Omilos Konstantinoupoliton | 1000000.0 | 34500000.0 |
| 3 | 77 | NaN | Lúcio | Lúcio | 2012 | 506 | lucio | Brazil | Brasília | Brazil | 1978-05-08 00:00:00 | Centre-Back | Defender | NaN | NaN | NaN | NaN | https://img.a.transfermarkt.technology/portrait/header/77-1458201664.jpg?lm=1 | https://www.transfermarkt.co.uk/lucio/profil/spieler/77 | IT1 | Juventus Football Club | 200000.0 | 24500000.0 |
| 4 | 80 | Tom | Starke | Tom Starke | 2017 | 27 | tom-starke | East Germany (GDR) | Freital | Germany | 1981-03-18 00:00:00 | Goalkeeper | Goalkeeper | right | 194.0 | NaN | IFM | https://img.a.transfermarkt.technology/portrait/header/80-1471439914.JPG?lm=1 | https://www.transfermarkt.co.uk/tom-starke/profil/spieler/80 | L1 | FC Bayern München | 100000.0 | 3000000.0 |
| 5 | 109 | NaN | Dedê | Dedê | 2013 | 825 | dede | Brazil | Belo Horizonte | Brazil | 1978-04-18 00:00:00 | Left-Back | Defender | NaN | NaN | NaN | Football Concept | https://img.a.transfermarkt.technology/portrait/header/109-1487263703.jpg?lm=1 | https://www.transfermarkt.co.uk/dede/profil/spieler/109 | TR1 | Eskisehirspor | 400000.0 | 9500000.0 |
| 6 | 123 | Christoph | Metzelder | Christoph Metzelder | 2012 | 33 | christoph-metzelder | Germany | Haltern | Germany | 1980-11-05 00:00:00 | Centre-Back | Defender | NaN | NaN | NaN | NaN | https://img.a.transfermarkt.technology/portrait/header/s_123_33_2012_1.jpg?lm=1 | https://www.transfermarkt.co.uk/christoph-metzelder/profil/spieler/123 | L1 | FC Schalke 04 | 1500000.0 | 9500000.0 |
| 7 | 132 | Tomas | Rosicky | Tomas Rosicky | 2015 | 11 | tomas-rosicky | CSSR | Praha | Czech Republic | 1980-10-04 00:00:00 | Attacking Midfield | Midfield | both | 179.0 | NaN | NaN | https://img.a.transfermarkt.technology/portrait/header/132-1464947592.jpg?lm=1 | https://www.transfermarkt.co.uk/tomas-rosicky/profil/spieler/132 | GB1 | Arsenal Football Club | 350000.0 | 17500000.0 |
| 8 | 162 | Marc | Ziegler | Marc Ziegler | 2012 | 79 | marc-ziegler | Germany | Blieskastel | Germany | 1976-06-13 00:00:00 | Goalkeeper | Goalkeeper | right | 193.0 | NaN | NaN | https://img.a.transfermarkt.technology/portrait/header/s_162_79_2012_1.jpg?lm=1 | https://www.transfermarkt.co.uk/marc-ziegler/profil/spieler/162 | L1 | Verein für Bewegungsspiele Stuttgart 1893 | 200000.0 | 1250000.0 |
| 9 | 215 | Roque | Santa Cruz | Roque Santa Cruz | 2015 | 1084 | roque-santa-cruz | Paraguay | Asunción | Paraguay | 1981-08-16 00:00:00 | Centre-Forward | Attack | right | 193.0 | 2023-12-31 00:00:00 | NaN | https://img.a.transfermarkt.technology/portrait/header/215-1564992591.png?lm=1 | https://www.transfermarkt.co.uk/roque-santa-cruz/profil/spieler/215 | ES1 | Málaga CF | 250000.0 | 12000000.0 |
| player_id | first_name | last_name | name | last_season | current_club_id | player_code | country_of_birth | city_of_birth | country_of_citizenship | date_of_birth | sub_position | position | foot | height_in_cm | contract_expiration_date | agent_name | image_url | url | current_club_domestic_competition_id | current_club_name | market_value_in_eur | highest_market_value_in_eur | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32578 | 1358447 | Kyan | Himpe | Kyan Himpe | 2024 | 601 | kyan-himpe | NaN | NaN | Belgium | 2006-04-03 00:00:00 | Centre-Forward | Attack | NaN | NaN | 2027-06-30 00:00:00 | NaN | https://tmssl.akamaized.net//images/portrait/header/default.jpg?lm=1455618221 | https://www.transfermarkt.co.uk/kyan-himpe/profil/spieler/1358447 | BE1 | Koninklijke Voetbalclub Kortrijk | NaN | NaN |
| 32579 | 1358448 | Fuhna | Wirsiy Nsolo | Fuhna Wirsiy Nsolo | 2024 | 601 | fuhna-wirsiy-nsolo | NaN | NaN | Belgium | 2005-04-26 00:00:00 | Centre-Back | Defender | NaN | NaN | 2027-06-30 00:00:00 | NaN | https://tmssl.akamaized.net//images/portrait/header/default.jpg?lm=1455618221 | https://www.transfermarkt.co.uk/fuhna-wirsiy-nsolo/profil/spieler/1358448 | BE1 | Koninklijke Voetbalclub Kortrijk | NaN | NaN |
| 32580 | 1364960 | Darryl | Nkulikiyimana | Darryl Nkulikiyimana | 2024 | 9010 | darryl-nkulikiyimana | NaN | NaN | Belgium | 2005-05-24 00:00:00 | Centre-Back | Defender | left | NaN | NaN | NaN | https://tmssl.akamaized.net//images/portrait/header/default.jpg?lm=1455618221 | https://www.transfermarkt.co.uk/darryl-nkulikiyimana/profil/spieler/1364960 | BE1 | FC Verbroedering Denderhoutem Denderleeuw Eendracht Hekelgem | NaN | NaN |
| 32581 | 1365020 | Afonso | Assis | Afonso Assis | 2024 | 979 | afonso-assis | NaN | NaN | Portugal | 2006-07-15 00:00:00 | Defensive Midfield | Midfield | left | NaN | 2025-06-30 00:00:00 | NaN | https://tmssl.akamaized.net//images/portrait/header/default.jpg?lm=1455618221 | https://www.transfermarkt.co.uk/afonso-assis/profil/spieler/1365020 | PO1 | Moreirense Futebol Clube | NaN | NaN |
| 32582 | 1367128 | Abdoulaye | Yoro | Abdoulaye Yoro | 2024 | 6890 | abdoulaye-yoro | NaN | NaN | Cote d'Ivoire | 2006-12-12 00:00:00 | Attacking Midfield | Midfield | left | 175.0 | 2027-06-30 00:00:00 | Tamegnon Consulting | https://tmssl.akamaized.net//images/portrait/header/1367128-1739874937.png?lm=1739875017 | https://www.transfermarkt.co.uk/abdoulaye-yoro/profil/spieler/1367128 | TR1 | İstanbul Başakşehir Futbol Kulübü | NaN | NaN |
| 32583 | 1369057 | Yusuf | Kurt | Yusuf Kurt | 2024 | 11282 | yusuf-kurt | Türkiye | Batman | Türkiye | 2002-05-07 00:00:00 | Attacking Midfield | Midfield | left | 186.0 | 2025-06-30 00:00:00 | NaN | https://tmssl.akamaized.net//images/portrait/header/1369057-1741084226.jpg?lm=1741084233 | https://www.transfermarkt.co.uk/yusuf-kurt/profil/spieler/1369057 | TR1 | Alanyaspor | NaN | NaN |
| 32584 | 1375876 | NaN | Diego Henrique | Diego Henrique | 2024 | 86209 | diego-henrique | Brazil | Andradina, SP | Brazil | 2003-08-23 00:00:00 | Attacking Midfield | Midfield | left | 170.0 | 2026-06-30 00:00:00 | NaN | https://tmssl.akamaized.net//images/portrait/header/1375876-1739627135.png?lm=1739627187 | https://www.transfermarkt.co.uk/diego-henrique/profil/spieler/1375876 | UKR1 | FK Livyi Bereh | NaN | NaN |
| 32585 | 1378362 | Orseer | Achihi | Orseer Achihi | 2024 | 1096 | orseer-achihi | NaN | NaN | Nigeria | 2006-09-19 00:00:00 | Left Winger | Attack | NaN | NaN | 2029-06-30 00:00:00 | Aneke/PMG | https://tmssl.akamaized.net//images/portrait/header/default.jpg?lm=1455618221 | https://www.transfermarkt.co.uk/orseer-achihi/profil/spieler/1378362 | BE1 | Royal Antwerp Football Club | NaN | NaN |
| 32586 | 1380311 | Prince Amoako | Junior | Prince Amoako Junior | 2024 | 2778 | prince-amoako-junior | NaN | NaN | Ghana | 2007-02-19 00:00:00 | Left Winger | Attack | NaN | NaN | 2029-12-31 00:00:00 | CAA Stellar | https://tmssl.akamaized.net//images/portrait/header/default.jpg?lm=1455618221 | https://www.transfermarkt.co.uk/prince-amoako-junior/profil/spieler/1380311 | DK1 | Fodbold Club Nordsjælland | NaN | NaN |
| 32587 | 1380876 | Gabriel Jesus | David | Gabriel Jesus David | 2024 | 1096 | gabriel-jesus-david | NaN | NaN | Nigeria | 2007-01-02 00:00:00 | Centre-Forward | Attack | NaN | NaN | 2025-06-30 00:00:00 | Aneke/PMG | https://tmssl.akamaized.net//images/portrait/header/default.jpg?lm=1455618221 | https://www.transfermarkt.co.uk/gabriel-jesus-david/profil/spieler/1380876 | BE1 | Royal Antwerp Football Club | NaN | NaN |